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Accepted for/Published in: JMIR Medical Education

Date Submitted: Jul 21, 2025
Date Accepted: Apr 27, 2026

The final, peer-reviewed published version of this preprint can be found here:

Physical Attractiveness and Chances of Being Invited to Interview With a Medical Residency Program: Retrospective Cohort Study

Hunter D, Hunter L, Kerner D, Mullan A, Vanmeter D, Khapov I, Finch A, Hevesi S, Porter I III, West C, Homme J

Physical Attractiveness and Chances of Being Invited to Interview With a Medical Residency Program: Retrospective Cohort Study

JMIR Med Educ 2026;12:e81052

DOI: 10.2196/81052

PMID: 42241682

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

Physical Attractiveness and Chances to be invited to Interview with a Medical Residency Program: Retrospective Cohort Study

  • Daria Hunter; 
  • Luke Hunter; 
  • David Kerner; 
  • Aidan Mullan; 
  • Derek Vanmeter; 
  • Ivan Khapov; 
  • Alexander Finch; 
  • Sara Hevesi; 
  • Ivan Porter III; 
  • Colin West; 
  • James Homme

ABSTRACT

Background:

Applicants participating in the Residency Match generally submit a photograph through the Electronic Residency Application Service (ERAS). Studies demonstrate that subjectively more attractive applicants are more likely to succeed during job recruitment, including one paper related to the residency match.

Objective:

This study further investigates the relationship between applicants’ attractiveness and the likelihood that they are invited to interview with a residency program to explore if more attractive applicants are more likely to be invited to interview when controlled for demographic and academic variables. If there is enough data suggesting that ERAS photograph being visible prior to interview gives unfair advantage to more attractive applicants, this practice might be reconsidered by some residency programs or ERAS itself.

Methods:

Residency directors were surveyed on application review practices. Programs that view ERAS photographs prior to deciding whether to invite an applicant to interview were asked to share ERAS files of all reviewed applicants of the 2022 Match. A machine learning model was utilized to determine attractiveness scores for ERAS photographs. The scores ranged from 1 to 10 where 1 is the least attractive and 10 is the most attractive. Multivariable logistic regression analysis was performed considering attractiveness scores, demographics, and professional characteristics. The primary outcome of interest was an invitation to an interview with a residency program. 

Results:

Residency program response rate was 47.5%. Among 2,681 unique applications to 10 specialties in a single academic health system, the median attractiveness score for all applicants was 6.02. The univariable analysis indicated a 19% higher invitation likelihood with a 1-point increase in attractiveness. After adjusting for demographics and professional experiences, the association lost statistical significance. Additional adjustment for United States Medical Licensing Examination scores further attenuated the association. 

Conclusions:

While higher attractiveness scores correlated with increased likelihood of securing an interview, this correlation was not statistically significant after adjusting for other variables. 


 Citation

Please cite as:

Hunter D, Hunter L, Kerner D, Mullan A, Vanmeter D, Khapov I, Finch A, Hevesi S, Porter I III, West C, Homme J

Physical Attractiveness and Chances of Being Invited to Interview With a Medical Residency Program: Retrospective Cohort Study

JMIR Med Educ 2026;12:e81052

DOI: 10.2196/81052

PMID: 42241682

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